First, to our knowledge, this study is the first to explore the role of the peritumoral environment in radiogenomic subtyping from breast cancer MRI and holds important implications regarding the biological characteristics and differential response of HER2+ subtypes. Here, ERBB2 is linked to breast carcinoma.